Harmonizing minds and machines: survey on transformative power of machine learning in music

J Liang - Frontiers in Neurorobotics, 2023 - frontiersin.org
This survey explores the symbiotic relationship between Machine Learning (ML) and music,
focusing on the transformative role of Artificial Intelligence (AI) in the musical sphere …

[HTML][HTML] Multilabel Prototype Generation for data reduction in K-Nearest Neighbour classification

JJ Valero-Mas, AJ Gallego, P Alonso-Jiménez… - Pattern Recognition, 2023 - Elsevier
Prototype Generation (PG) methods are typically considered for improving the efficiency of
the k-Nearest Neighbour (k NN) classifier when tackling high-size corpora. Such …

Comparative analysis of deep learning architectures and vision transformers for musical key estimation

M Garg, P Gajjar, P Shah, M Shukla, B Acharya… - Information, 2023 - mdpi.com
The musical key serves as a crucial element in a piece, offering vital insights into the tonal
center, harmonic structure, and chord progressions while enabling tasks such as …

CHORDONOMICON: A Dataset of 666,000 Songs and their Chord Progressions

S Kantarelis, K Thomas, V Lyberatos… - arXiv preprint arXiv …, 2024 - arxiv.org
Chord progressions encapsulate important information about music, pertaining to its
structure and conveyed emotions. They serve as the backbone of musical composition, and …

[PDF][PDF] Raga classification using enhanced spatial bound whale optimization algorithm

BS Gowrishankar, NU Bhajantri - Indonesian Journal of Electrical …, 2023 - academia.edu
A raga is a unique set of notes with certain rules that carefully followed, retain and protect its
purity and produce amazing musical effects. An automated raga transcription and …

Music Data Feature Analysis and Extraction Algorithm Based on Music Melody Contour

J Zhang - Mobile Information Systems, 2022 - Wiley Online Library
Music is a way to reflect people's real‐life emotions, and listening to music has become an
inseparable habit of the daily life. Text‐based music information retrieval is still the main way …

Exploring Mode Identification in Irish Folk Music with Unsupervised Machine Learning and Template-Based Techniques

JJ Navarro-Cáceres, N Carvalho, G Bernardes… - … on Mathematics and …, 2024 - Springer
Extensive computational research has been dedicated to detecting keys and modes in tonal
Western music within the major and minor modes. Little research has been dedicated to …

Machine Learning Based Indian Raga Classification and Detection

R Bhagyalakshmi… - 2024 Asia Pacific …, 2024 - ieeexplore.ieee.org
The detection of specific ragas, or melodic modes, within Carnatic music is a complex task
that involves understanding and analyzing the unique melodic progressions characteristic of …

Fisher-Jenks Classification Technique for Music Raaga Identification

K Anitha, BD Parameshahcari - … International Conference on …, 2023 - ieeexplore.ieee.org
Raga identification is crucial for systems that automatically retrieve musical data (MIR).
Identifying the Raga used to construct the music is one of the ways South Indian classical …

Application of Information Teaching in Vocal Music Assisted Practice in Mobile Internet Era

S Liu, X Wang - 2022 - researchsquare.com
Vocal music practices using the internet and mobile computing rely on the distinguishable
pitch, note, and musical library information for ease of understanding. For addressing this …